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Source channel @githubtrending · Post #15141 · Sep 13

#python#large_language_models#machine_learning_systems#natural_language_processing Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable. https://github.com/fla-org/flash-linear-attention

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TONlines – News

@tonlines · Post #6771 · 04/15/2025, 09:09 AM

⚡️TON Contests: Tact Smart Contract Challenge with $20,000 Prize #TON#Tact TON Contests announced the Tact Smart Contract Challenge, organized by TON Studio and Codeforces, offering a $20,000 Toncoin prize pool. Participants will tackle various voting system tasks with rewards including Soulbound Tokens and job interview opportunities at TON Studio. Source: link @tonlines

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TONlines – News

@tonlines · Post #6886 · 04/21/2025, 05:52 PM

TON Contests: Surge in Tact VS Code Extension Downloads #Tact#VSCode The first day of the Tact Smart Battle on the TON Contests channel saw a significant increase in downloads of the Tact VS Code Extension. The community is eagerly awaiting further developments before the weekend. Source: link @tonlines

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TONlines – News

@tonlines · Post #6869 · 04/21/2025, 07:43 AM

⚡️TON Contests: Tact Smart Battle Begins in One Hour #TON#Tact#Codeforces TON Contests is launching the Tact Smart Battle in just one hour. Participants will tackle five advanced challenges in Tact, with $20,000 in prizes, Soulbound Tokens, and potential job opportunities at TON Studio. The contest is organized in collaboration with Codeforces. Source: link @tonlines

TONlines – News

@tonlines · Post #6768 · 04/14/2025, 08:19 PM

The Daily TON: Tolk and Tact Language Evolution #TON#Tolk#Tact The Daily TON discusses the latest updates to the Tolk programming language for TON, highlighting its move towards faster and easier development by introducing auto-serialization, echoing similar advancements in Tact. These changes aim to attract more developers to TON by reducing development complexities and gas fees. Source: link @tonlines